{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ffn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# download price data from Yahoo! Finance. By default, \n",
    "# the Adj. Close will be used. \n",
    "prices = ffn.get('aapl,msft', start='2010-01-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 305,
       "width": 606
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's compare the relative performance of each stock \n",
    "# we will rebase here to get a common starting point for both securities\n",
    "ax = prices.rebase().plot(figsize=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 611
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now what do the return distributions look like?\n",
    "returns = prices.to_returns().dropna()\n",
    "ax = returns.hist(figsize=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stat                 aapl        msft\n",
      "-------------------  ----------  ----------\n",
      "Start                2010-01-04  2010-01-04\n",
      "End                  2022-06-30  2022-06-30\n",
      "Risk-free rate       0.00%       0.00%\n",
      "\n",
      "Total Return         1992.09%    979.11%\n",
      "Daily Sharpe         1.00        0.87\n",
      "Daily Sortino        1.66        1.45\n",
      "CAGR                 27.58%      20.99%\n",
      "Max Drawdown         -43.80%     -29.08%\n",
      "Calmar Ratio         0.63        0.72\n",
      "\n",
      "MTD                  -8.14%      -5.53%\n",
      "3m                   -22.98%     -17.98%\n",
      "6m                   -23.07%     -23.98%\n",
      "YTD                  -22.79%     -23.30%\n",
      "1Y                   0.40%       -4.42%\n",
      "3Y (ann.)            40.64%      24.96%\n",
      "5Y (ann.)            32.03%      31.81%\n",
      "10Y (ann.)           22.43%      26.28%\n",
      "Since Incep. (ann.)  27.58%      20.99%\n",
      "\n",
      "Daily Sharpe         1.00        0.87\n",
      "Daily Sortino        1.66        1.45\n",
      "Daily Mean (ann.)    28.42%      22.34%\n",
      "Daily Vol (ann.)     28.40%      25.55%\n",
      "Daily Skew           -0.10       0.01\n",
      "Daily Kurt           5.34        8.60\n",
      "Best Day             11.98%      14.22%\n",
      "Worst Day            -12.86%     -14.74%\n",
      "\n",
      "Monthly Sharpe       1.08        1.04\n",
      "Monthly Sortino      2.26        2.16\n",
      "Monthly Mean (ann.)  29.20%      22.31%\n",
      "Monthly Vol (ann.)   27.00%      21.39%\n",
      "Monthly Skew         -0.09       0.11\n",
      "Monthly Kurt         -0.33       0.41\n",
      "Best Month           21.66%      19.63%\n",
      "Worst Month          -18.12%     -15.14%\n",
      "\n",
      "Yearly Sharpe        0.84        1.04\n",
      "Yearly Sortino       4.34        3.73\n",
      "Yearly Mean          28.54%      25.14%\n",
      "Yearly Vol           33.85%      24.20%\n",
      "Yearly Skew          0.47        -0.60\n",
      "Yearly Kurt          -0.27       -0.18\n",
      "Best Year            88.96%      57.56%\n",
      "Worst Year           -22.79%     -23.30%\n",
      "\n",
      "Avg. Drawdown        -4.29%      -3.21%\n",
      "Avg. Drawdown Days   29.95       25.20\n",
      "Avg. Up Month        7.58%       5.39%\n",
      "Avg. Down Month      -5.20%      -4.53%\n",
      "Win Year %           75.00%      83.33%\n",
      "Win 12m %            80.58%      90.65%\n"
     ]
    }
   ],
   "source": [
    "# ok now what about some performance metrics?\n",
    "stats = prices.calc_stats()\n",
    "stats.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 305,
       "width": 603
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what about the drawdowns?\n",
    "ax = stats.prices.to_drawdown_series().plot(figsize=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
